Directing Customers Subscription Behavior For Finence through mobile application Analysis

Goal of this Project :

Import essential libraries

In [1]:

Load Data Set

In [2]:
In [3]:
In [4]:
Out[4]:
(50000, 12)
In [5]:
Out[5]:
user first_open dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled enrolled_date liked
0 235136 2012-12-27 02:14:51.273 3 02:00:00 23 idscreen,joinscreen,Cycle,product_review,ScanP... 15 0 0 0 NaN 0
1 333588 2012-12-02 01:16:00.905 6 01:00:00 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 NaN 0
2 254414 2013-03-19 19:19:09.157 1 19:00:00 23 Splash,Cycle,Loan 3 0 1 0 NaN 1
3 234192 2013-07-05 16:08:46.354 4 16:00:00 28 product_review,Home,product_review,Loan3,Finan... 40 0 0 1 2013-07-05 16:11:49.513 0
4 51549 2013-02-26 18:50:48.661 1 18:00:00 31 idscreen,joinscreen,Cycle,Credit3Container,Sca... 32 0 0 1 2013-02-26 18:56:37.841 1
5 56480 2013-04-03 09:58:15.752 2 09:00:00 20 idscreen,Cycle,Home,ScanPreview,VerifyPhone,Ve... 14 0 0 1 2013-04-03 09:59:03.291 0
6 144649 2012-12-25 02:33:18.461 1 02:00:00 35 product_review,product_review2,ScanPreview 3 0 0 0 NaN 0
7 249366 2012-12-11 03:07:49.875 1 03:00:00 26 Splash,Cycle,Home,Credit3Container,Credit3Dash... 41 0 1 0 NaN 0
8 372004 2013-03-20 14:22:01.569 2 14:00:00 29 product_review,product_review2,ScanPreview,Ver... 33 1 1 1 2013-04-27 22:24:54.542 0
9 338013 2013-04-26 18:22:16.013 4 18:00:00 26 Home,Loan2,product_review,product_review,produ... 19 0 0 1 2013-04-26 18:31:58.923 0

Finding & Filling the missing valules

In [6]:
Out[6]:
18926
In [7]:
Out[7]:
user                        0
first_open                  0
dayofweek                   0
hour                        0
age                         0
screen_list                 0
numscreens                  0
minigame                    0
used_premium_feature        0
enrolled                    0
enrolled_date           18926
liked                       0
dtype: int64
In [8]:
Out[8]:
user dayofweek age numscreens minigame used_premium_feature enrolled liked
count 50000.000000 50000.000000 50000.00000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000
mean 186889.729900 3.029860 31.72436 21.095900 0.107820 0.172020 0.621480 0.165000
std 107768.520361 2.031997 10.80331 15.728812 0.310156 0.377402 0.485023 0.371184
min 13.000000 0.000000 16.00000 1.000000 0.000000 0.000000 0.000000 0.000000
25% 93526.750000 1.000000 24.00000 10.000000 0.000000 0.000000 0.000000 0.000000
50% 187193.500000 3.000000 29.00000 18.000000 0.000000 0.000000 1.000000 0.000000
75% 279984.250000 5.000000 37.00000 28.000000 0.000000 0.000000 1.000000 0.000000
max 373662.000000 6.000000 101.00000 325.000000 1.000000 1.000000 1.000000 1.000000
In [9]:
Out[9]:
user                    50000
first_open              50000
dayofweek               50000
hour                    50000
age                     50000
screen_list             50000
numscreens              50000
minigame                50000
used_premium_feature    50000
enrolled                50000
enrolled_date           31074
liked                   50000
dtype: int64

Information About The Features of Data

In [10]:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 50000 entries, 0 to 49999
Data columns (total 12 columns):
 #   Column                Non-Null Count  Dtype 
---  ------                --------------  ----- 
 0   user                  50000 non-null  int64 
 1   first_open            50000 non-null  object
 2   dayofweek             50000 non-null  int64 
 3   hour                  50000 non-null  object
 4   age                   50000 non-null  int64 
 5   screen_list           50000 non-null  object
 6   numscreens            50000 non-null  int64 
 7   minigame              50000 non-null  int64 
 8   used_premium_feature  50000 non-null  int64 
 9   enrolled              50000 non-null  int64 
 10  enrolled_date         31074 non-null  object
 11  liked                 50000 non-null  int64 
dtypes: int64(8), object(4)
memory usage: 4.6+ MB

Object/categorical data type

In [11]:
Out[11]:
Index(['first_open', 'hour', 'screen_list', 'enrolled_date'], dtype='object')

integer/float data type

In [12]:
Out[12]:
Index(['user', 'dayofweek', 'age', 'numscreens', 'minigame',
       'used_premium_feature', 'enrolled', 'liked'],
      dtype='object')
In [13]:
Out[13]:
user                     int64
first_open              object
dayofweek                int64
hour                     int32
age                      int64
screen_list             object
numscreens               int64
minigame                 int64
used_premium_feature     int64
enrolled                 int64
enrolled_date           object
liked                    int64
dtype: object
In [14]:
In [15]:
Out[15]:
dayofweek hour age numscreens minigame used_premium_feature enrolled liked
0 3 2 23 15 0 0 0 0
1 6 1 24 13 0 0 0 0
2 1 19 23 3 0 1 0 1
3 4 16 28 40 0 0 1 0
4 1 18 31 32 0 0 1 1
In [16]:
Out[16]:
(50000, 12)
In [17]:
Out[17]:
(50000, 8)
In [18]:

Data Visualization

In [19]:
Out[19]:
<Axes: >
In [20]:
In [29]:
In [30]:
In [31]:
C:\ProgramData\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(
In [32]:
Not enrolled user =  18926 out of 50000
Enrolled user =  31074 out of 50000
In [33]:
In [34]:
C:\ProgramData\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(

converting object data into numberic format

In [21]:
Out[21]:
user                             int64
first_open              datetime64[ns]
dayofweek                        int64
hour                             int32
age                              int64
screen_list                     object
numscreens                       int64
minigame                         int64
used_premium_feature             int64
enrolled                         int64
enrolled_date           datetime64[ns]
liked                            int64
dtype: object
In [22]:
In [23]:
Out[23]:
user first_open dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled enrolled_date liked time_to_enrolled
0 235136 2012-12-27 02:14:51.273 3 2 23 idscreen,joinscreen,Cycle,product_review,ScanP... 15 0 0 0 NaT 0 NaN
1 333588 2012-12-02 01:16:00.905 6 1 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 NaT 0 NaN
2 254414 2013-03-19 19:19:09.157 1 19 23 Splash,Cycle,Loan 3 0 1 0 NaT 1 NaN
3 234192 2013-07-05 16:08:46.354 4 16 28 product_review,Home,product_review,Loan3,Finan... 40 0 0 1 2013-07-05 16:11:49.513 0 0.0
4 51549 2013-02-26 18:50:48.661 1 18 31 idscreen,joinscreen,Cycle,Credit3Container,Sca... 32 0 0 1 2013-02-26 18:56:37.841 1 0.0
In [24]:
Out[24]:
(array([22793.,   755.,   707.,   288.,   347.,   210.,   187.,   212.,
          135.,   194.]),
 array([  0.,  10.,  20.,  30.,  40.,  50.,  60.,  70.,  80.,  90., 100.]),
 <BarContainer object of 10 artists>)
In [25]:
In [26]:
Out[26]:
user first_open dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled enrolled_date liked time_to_enrolled
0 235136 2012-12-27 02:14:51.273 3 2 23 idscreen,joinscreen,Cycle,product_review,ScanP... 15 0 0 0 NaT 0 NaN
1 333588 2012-12-02 01:16:00.905 6 1 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 NaT 0 NaN
2 254414 2013-03-19 19:19:09.157 1 19 23 Splash,Cycle,Loan 3 0 1 0 NaT 1 NaN
3 234192 2013-07-05 16:08:46.354 4 16 28 product_review,Home,product_review,Loan3,Finan... 40 0 0 1 2013-07-05 16:11:49.513 0 0.0
4 51549 2013-02-26 18:50:48.661 1 18 31 idscreen,joinscreen,Cycle,Credit3Container,Sca... 32 0 0 1 2013-02-26 18:56:37.841 1 0.0
5 56480 2013-04-03 09:58:15.752 2 9 20 idscreen,Cycle,Home,ScanPreview,VerifyPhone,Ve... 14 0 0 1 2013-04-03 09:59:03.291 0 0.0
6 144649 2012-12-25 02:33:18.461 1 2 35 product_review,product_review2,ScanPreview 3 0 0 0 NaT 0 NaN
7 249366 2012-12-11 03:07:49.875 1 3 26 Splash,Cycle,Home,Credit3Container,Credit3Dash... 41 0 1 0 NaT 0 NaN
8 372004 2013-03-20 14:22:01.569 2 14 29 product_review,product_review2,ScanPreview,Ver... 33 1 1 0 2013-04-27 22:24:54.542 0 920.0
9 338013 2013-04-26 18:22:16.013 4 18 26 Home,Loan2,product_review,product_review,produ... 19 0 0 1 2013-04-26 18:31:58.923 0 0.0
In [27]:
In [28]:
Out[28]:
(50000, 10)
In [29]:
Out[29]:
user dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled liked
0 235136 3 2 23 idscreen,joinscreen,Cycle,product_review,ScanP... 15 0 0 0 0
1 333588 6 1 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 0
2 254414 1 19 23 Splash,Cycle,Loan 3 0 1 0 1
3 234192 4 16 28 product_review,Home,product_review,Loan3,Finan... 40 0 0 1 0
4 51549 1 18 31 idscreen,joinscreen,Cycle,Credit3Container,Sca... 32 0 0 1 1
5 56480 2 9 20 idscreen,Cycle,Home,ScanPreview,VerifyPhone,Ve... 14 0 0 1 0
6 144649 1 2 35 product_review,product_review2,ScanPreview 3 0 0 0 0
7 249366 1 3 26 Splash,Cycle,Home,Credit3Container,Credit3Dash... 41 0 1 0 0
8 372004 2 14 29 product_review,product_review2,ScanPreview,Ver... 33 1 1 0 0
9 338013 4 18 26 Home,Loan2,product_review,product_review,produ... 19 0 0 1 0
10 43555 1 4 39 Splash,idscreen,Home,RewardsContainer,Settings... 14 0 0 1 0
11 317454 1 11 32 product_review,Home,Loan2,Credit3Container,Ver... 25 1 1 0 0
12 205375 0 6 25 idscreen,joinscreen,Cycle,product_review,produ... 11 0 0 0 0
13 307608 5 19 23 Alerts,ProfilePage,Home,Credit3Container 4 0 0 0 0
14 359855 0 4 17 joinscreen,product_review,product_review2,Scan... 9 0 0 0 0
In [30]:
Out[30]:
array(['Loan2', 'location', 'Institutions', 'Credit3Container',
       'VerifyPhone', 'BankVerification', 'VerifyDateOfBirth',
       'ProfilePage', 'VerifyCountry', 'Cycle', 'idscreen',
       'Credit3Dashboard', 'Loan3', 'CC1Category', 'Splash', 'Loan',
       'CC1', 'RewardsContainer', 'Credit3', 'Credit1', 'EditProfile',
       'Credit2', 'Finances', 'CC3', 'Saving9', 'Saving1', 'Alerts',
       'Saving8', 'Saving10', 'Leaderboard', 'Saving4', 'VerifyMobile',
       'VerifyHousing', 'RewardDetail', 'VerifyHousingAmount',
       'ProfileMaritalStatus', 'ProfileChildren ', 'ProfileEducation',
       'Saving7', 'ProfileEducationMajor', 'Rewards', 'AccountView',
       'VerifyAnnualIncome', 'VerifyIncomeType', 'Saving2', 'Saving6',
       'Saving2Amount', 'Saving5', 'ProfileJobTitle', 'Login',
       'ProfileEmploymentLength', 'WebView', 'SecurityModal', 'Loan4',
       'ResendToken', 'TransactionList', 'NetworkFailure', 'ListPicker'],
      dtype=object)
In [31]:
In [32]:
Out[32]:
user dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled liked
0 235136 3 2 23 idscreen,joinscreen,Cycle,product_review,ScanP... 15 0 0 0 0
1 333588 6 1 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 0
2 254414 1 19 23 Splash,Cycle,Loan, 3 0 1 0 1
3 234192 4 16 28 product_review,Home,product_review,Loan3,Finan... 40 0 0 1 0
4 51549 1 18 31 idscreen,joinscreen,Cycle,Credit3Container,Sca... 32 0 0 1 1
5 56480 2 9 20 idscreen,Cycle,Home,ScanPreview,VerifyPhone,Ve... 14 0 0 1 0
6 144649 1 2 35 product_review,product_review2,ScanPreview, 3 0 0 0 0
7 249366 1 3 26 Splash,Cycle,Home,Credit3Container,Credit3Dash... 41 0 1 0 0
8 372004 2 14 29 product_review,product_review2,ScanPreview,Ver... 33 1 1 0 0
9 338013 4 18 26 Home,Loan2,product_review,product_review,produ... 19 0 0 1 0
In [33]:
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49997    0
49998    0
49999    0
Name: screen_list, dtype: int32
In [35]:
Out[35]:
(50000, 68)
In [36]:
Out[36]:
user dayofweek hour age screen_list numscreens minigame used_premium_feature enrolled liked Loan2 location Institutions Credit3Container VerifyPhone BankVerification VerifyDateOfBirth ProfilePage VerifyCountry Cycle idscreen Credit3Dashboard Loan3 CC1Category Splash Loan CC1 RewardsContainer Credit3 Credit1 EditProfile Credit2 Finances CC3 Saving9 Saving1 Alerts Saving8 Saving10 Leaderboard Saving4 VerifyMobile VerifyHousing RewardDetail VerifyHousingAmount ProfileMaritalStatus ProfileChildren ProfileEducation Saving7 ProfileEducationMajor Rewards AccountView VerifyAnnualIncome VerifyIncomeType Saving2 Saving6 Saving2Amount Saving5 ProfileJobTitle Login ProfileEmploymentLength WebView SecurityModal Loan4 ResendToken TransactionList NetworkFailure ListPicker
0 235136 3 2 23 joinscreen,product_review,ScanPreview,VerifyTo... 15 0 0 0 0 1 0 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
1 333588 6 1 24 joinscreen,product_review,product_review2,Scan... 13 0 0 0 0 1 1 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2 254414 1 19 23 3 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 234192 4 16 28 product_review,Home,product_review,ReferralCon... 40 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
4 51549 1 18 31 joinscreen,ScanPreview,VerifySSN,Home,SelectIn... 32 0 0 1 1 1 0 1 1 1 1 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
5 56480 2 9 20 Home,ScanPreview,VerifySSN,product_review,prod... 14 0 0 1 0 1 0 1 0 1 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
In [37]:
Out[37]:
'joinscreen,product_review,ScanPreview,VerifyToken,ProfileVerifySSN,Settings,ForgotPassword,'
In [38]:
Out[38]:
0     7
1     5
2     0
3     6
4    10
5     6
Name: screen_list, dtype: int64
In [39]:
In [40]:
In [41]:
Out[41]:
user dayofweek hour age numscreens minigame used_premium_feature enrolled liked Loan2 location Institutions Credit3Container VerifyPhone BankVerification VerifyDateOfBirth ProfilePage VerifyCountry Cycle idscreen Credit3Dashboard Loan3 CC1Category Splash Loan CC1 RewardsContainer Credit3 Credit1 EditProfile Credit2 Finances CC3 Saving9 Saving1 Alerts Saving8 Saving10 Leaderboard Saving4 VerifyMobile VerifyHousing RewardDetail VerifyHousingAmount ProfileMaritalStatus ProfileChildren ProfileEducation Saving7 ProfileEducationMajor Rewards AccountView VerifyAnnualIncome VerifyIncomeType Saving2 Saving6 Saving2Amount Saving5 ProfileJobTitle Login ProfileEmploymentLength WebView SecurityModal Loan4 ResendToken TransactionList NetworkFailure ListPicker remain_screen_list
0 235136 3 2 23 15 0 0 0 0 1 0 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 7
1 333588 6 1 24 13 0 0 0 0 1 1 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5
2 254414 1 19 23 3 0 1 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 234192 4 16 28 40 0 0 1 0 0 1 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6
4 51549 1 18 31 32 0 0 1 1 1 0 1 1 1 1 0 0 1 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10
In [42]:
Out[42]:
Index(['user', 'dayofweek', 'hour', 'age', 'numscreens', 'minigame',
       'used_premium_feature', 'enrolled', 'liked', 'Loan2', 'location',
       'Institutions', 'Credit3Container', 'VerifyPhone', 'BankVerification',
       'VerifyDateOfBirth', 'ProfilePage', 'VerifyCountry', 'Cycle',
       'idscreen', 'Credit3Dashboard', 'Loan3', 'CC1Category', 'Splash',
       'Loan', 'CC1', 'RewardsContainer', 'Credit3', 'Credit1', 'EditProfile',
       'Credit2', 'Finances', 'CC3', 'Saving9', 'Saving1', 'Alerts', 'Saving8',
       'Saving10', 'Leaderboard', 'Saving4', 'VerifyMobile', 'VerifyHousing',
       'RewardDetail', 'VerifyHousingAmount', 'ProfileMaritalStatus',
       'ProfileChildren ', 'ProfileEducation', 'Saving7',
       'ProfileEducationMajor', 'Rewards', 'AccountView', 'VerifyAnnualIncome',
       'VerifyIncomeType', 'Saving2', 'Saving6', 'Saving2Amount', 'Saving5',
       'ProfileJobTitle', 'Login', 'ProfileEmploymentLength', 'WebView',
       'SecurityModal', 'Loan4', 'ResendToken', 'TransactionList',
       'NetworkFailure', 'ListPicker', 'remain_screen_list'],
      dtype='object')
In [43]:
In [44]:
In [45]:
Out[45]:
user dayofweek hour age numscreens minigame used_premium_feature enrolled liked Loan2 location Institutions VerifyPhone BankVerification VerifyDateOfBirth ProfilePage VerifyCountry Cycle idscreen Loan3 CC1Category Splash Loan CC1 RewardsContainer EditProfile Finances CC3 Alerts Leaderboard VerifyMobile VerifyHousing RewardDetail VerifyHousingAmount ProfileMaritalStatus ProfileChildren ProfileEducation ProfileEducationMajor Rewards AccountView VerifyAnnualIncome VerifyIncomeType ProfileJobTitle Login ProfileEmploymentLength WebView SecurityModal Loan4 ResendToken TransactionList NetworkFailure ListPicker remain_screen_list saving_screens_count credit_screens_count
0 235136 3 2 23 15 0 0 0 0 1 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 7 0 0
1 333588 6 1 24 13 0 0 0 0 1 1 1 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0
2 254414 1 19 23 3 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 234192 4 16 28 40 0 0 1 0 0 1 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 3
4 51549 1 18 31 32 0 0 1 1 1 0 1 1 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 2
5 56480 2 9 20 14 0 0 1 0 1 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 2
6 144649 1 2 35 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0
7 249366 1 3 26 41 0 1 0 0 1 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 8 0 2
8 372004 2 14 29 33 1 1 0 0 1 1 1 1 1 0 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 19 0 0
9 338013 4 18 26 19 0 0 1 0 1 1 0 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0
In [46]:
In [47]:
Out[47]:
user dayofweek hour age numscreens minigame used_premium_feature enrolled liked Loan2 location Institutions VerifyPhone BankVerification VerifyDateOfBirth ProfilePage VerifyCountry Cycle idscreen Loan3 Splash Loan RewardsContainer EditProfile Finances Alerts Leaderboard VerifyMobile VerifyHousing RewardDetail VerifyHousingAmount ProfileMaritalStatus ProfileChildren ProfileEducation ProfileEducationMajor Rewards AccountView VerifyAnnualIncome VerifyIncomeType ProfileJobTitle Login ProfileEmploymentLength WebView SecurityModal Loan4 ResendToken TransactionList NetworkFailure ListPicker remain_screen_list saving_screens_count credit_screens_count cc_screens_count
0 235136 3 2 23 15 0 0 0 0 1 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 7 0 0 0
1 333588 6 1 24 13 0 0 0 0 1 1 1 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5 0 0 0
2 254414 1 19 23 3 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 234192 4 16 28 40 0 0 1 0 0 1 0 1 0 1 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 3 0
4 51549 1 18 31 32 0 0 1 1 1 0 1 1 1 0 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 2 0
5 56480 2 9 20 14 0 0 1 0 1 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 2 0
6 144649 1 2 35 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0
7 249366 1 3 26 41 0 1 0 0 1 0 0 1 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 8 0 2 0
8 372004 2 14 29 33 1 1 0 0 1 1 1 1 1 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 19 0 0 0
9 338013 4 18 26 19 0 0 1 0 1 1 0 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 11 0 0 0
In [48]:
In [49]:
Out[49]:
(50000, 50)
In [50]:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 50000 entries, 0 to 49999
Data columns (total 50 columns):
 #   Column                   Non-Null Count  Dtype
---  ------                   --------------  -----
 0   user                     50000 non-null  int64
 1   dayofweek                50000 non-null  int64
 2   hour                     50000 non-null  int32
 3   age                      50000 non-null  int64
 4   numscreens               50000 non-null  int64
 5   minigame                 50000 non-null  int64
 6   used_premium_feature     50000 non-null  int64
 7   enrolled                 50000 non-null  int64
 8   liked                    50000 non-null  int64
 9   location                 50000 non-null  int32
 10  Institutions             50000 non-null  int32
 11  VerifyPhone              50000 non-null  int32
 12  BankVerification         50000 non-null  int32
 13  VerifyDateOfBirth        50000 non-null  int32
 14  ProfilePage              50000 non-null  int32
 15  VerifyCountry            50000 non-null  int32
 16  Cycle                    50000 non-null  int32
 17  idscreen                 50000 non-null  int32
 18  Splash                   50000 non-null  int32
 19  RewardsContainer         50000 non-null  int32
 20  EditProfile              50000 non-null  int32
 21  Finances                 50000 non-null  int32
 22  Alerts                   50000 non-null  int32
 23  Leaderboard              50000 non-null  int32
 24  VerifyMobile             50000 non-null  int32
 25  VerifyHousing            50000 non-null  int32
 26  RewardDetail             50000 non-null  int32
 27  VerifyHousingAmount      50000 non-null  int32
 28  ProfileMaritalStatus     50000 non-null  int32
 29  ProfileChildren          50000 non-null  int32
 30  ProfileEducation         50000 non-null  int32
 31  ProfileEducationMajor    50000 non-null  int32
 32  Rewards                  50000 non-null  int32
 33  AccountView              50000 non-null  int32
 34  VerifyAnnualIncome       50000 non-null  int32
 35  VerifyIncomeType         50000 non-null  int32
 36  ProfileJobTitle          50000 non-null  int32
 37  Login                    50000 non-null  int32
 38  ProfileEmploymentLength  50000 non-null  int32
 39  WebView                  50000 non-null  int32
 40  SecurityModal            50000 non-null  int32
 41  ResendToken              50000 non-null  int32
 42  TransactionList          50000 non-null  int32
 43  NetworkFailure           50000 non-null  int32
 44  ListPicker               50000 non-null  int32
 45  remain_screen_list       50000 non-null  int64
 46  saving_screens_count     50000 non-null  int64
 47  credit_screens_count     50000 non-null  int64
 48  cc_screens_count         50000 non-null  int64
 49  loan_screens_count       50000 non-null  int64
dtypes: int32(37), int64(13)
memory usage: 12.0 MB
In [51]:
Out[51]:
user dayofweek hour age numscreens minigame used_premium_feature enrolled liked location Institutions VerifyPhone BankVerification VerifyDateOfBirth ProfilePage VerifyCountry Cycle idscreen Splash RewardsContainer EditProfile Finances Alerts Leaderboard VerifyMobile VerifyHousing RewardDetail VerifyHousingAmount ProfileMaritalStatus ProfileChildren ProfileEducation ProfileEducationMajor Rewards AccountView VerifyAnnualIncome VerifyIncomeType ProfileJobTitle Login ProfileEmploymentLength WebView SecurityModal ResendToken TransactionList NetworkFailure ListPicker remain_screen_list saving_screens_count credit_screens_count cc_screens_count loan_screens_count
count 50000.000000 50000.000000 50000.000000 50000.00000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.0 50000.0000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.000000 50000.00000 50000.000000 50000.000000
mean 186889.729900 3.029860 12.557220 31.72436 21.095900 0.107820 0.172020 0.497000 0.165000 0.517760 0.293660 0.524600 0.319540 0.473480 0.158040 0.423160 0.364860 0.340700 0.200760 0.084000 0.048980 0.076540 0.073720 0.051520 0.053860 0.045080 0.030920 0.041420 0.047560 0.0 0.0455 0.041060 0.024420 0.026220 0.023580 0.031760 0.022460 0.029800 0.021160 0.096560 0.014220 0.013340 0.013400 0.008200 0.007580 6.214260 0.365020 0.92776 0.176860 0.788400
std 107768.520361 2.031997 7.438072 10.80331 15.728812 0.310156 0.377402 0.499996 0.371184 0.499689 0.455443 0.499399 0.466303 0.499301 0.364782 0.494065 0.481396 0.473949 0.400573 0.277391 0.215828 0.265863 0.261317 0.221058 0.225743 0.207482 0.173103 0.199262 0.212836 0.0 0.2084 0.198431 0.154351 0.159791 0.151738 0.175362 0.148176 0.170037 0.143919 0.295361 0.118398 0.114727 0.114981 0.090183 0.086733 3.672561 1.405511 1.21751 0.612787 0.677462
min 13.000000 0.000000 0.000000 16.00000 1.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000
25% 93526.750000 1.000000 5.000000 24.00000 10.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 3.000000 0.000000 0.00000 0.000000 0.000000
50% 187193.500000 3.000000 14.000000 29.00000 18.000000 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 1.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 6.000000 0.000000 0.00000 0.000000 1.000000
75% 279984.250000 5.000000 19.000000 37.00000 28.000000 0.000000 0.000000 1.000000 0.000000 1.000000 1.000000 1.000000 1.000000 1.000000 0.000000 1.000000 1.000000 1.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 8.000000 0.000000 1.00000 0.000000 1.000000
max 373662.000000 6.000000 23.000000 101.00000 325.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 0.0 1.0000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 1.000000 35.000000 10.000000 5.00000 3.000000 3.000000

Heatmap with correlation matrix of new fineTech_appData

In [52]:
Out[52]:
<Axes: >

Split dataset in Train and Test

In [53]:
In [54]:
In [55]:
Shape of X_train =  (40000, 49)
Shape of X_test =  (10000, 49)
Shape of y_train =  (40000,)
Shape of y_test =  (10000,)
In [56]:
In [57]:
Shape of X_train =  (40000, 48)
Shape of X_test =  (10000, 48)
Shape of train_userID =  (40000,)
Shape of test_userID =  (10000,)

Feature Scaling

In [58]:

Model Building

In [59]:

Decision Tree

In [60]:
Out[60]:
0.6936
In [61]:
Out[61]:
0.6932

K-NN

In [62]:
Out[62]:
0.6978
In [63]:
Out[63]:
0.7314

Naive Bayes

In [64]:
Out[64]:
0.7114
In [65]:
Out[65]:
0.7114

Random Forest

In [66]:
Out[66]:
0.7621
In [67]:
Out[67]:
0.7616

Logistic Regression

In [68]:
C:\Users\MANSI\anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
Out[68]:
0.7683
In [145]:
Out[145]:
0.768

Support Vector Machine

In [96]:
Out[96]:
0.7609
In [97]:
Out[97]:
0.7789
In [69]:
Out[69]:
Text(0.5, 1.0, 'Confussion Matrix')
In [70]:
Classification report >>> 
               precision    recall  f1-score   support

           0       0.74      0.81      0.78      5072
           1       0.78      0.71      0.75      4928

    accuracy                           0.76     10000
   macro avg       0.76      0.76      0.76     10000
weighted avg       0.76      0.76      0.76     10000
In [71]:
Cross validation of random forest model =  [0.764   0.75675 0.7665  0.76775 0.756   0.7625  0.77175 0.766   0.76525
 0.75625]
Cross validation of random forest model (in mean) =  0.7632749999999999

Mapping predicted output to the target

In [72]:
Out[72]:
user enrolled predicted result
11841 239786 1 1
19602 279644 1 1
45519 98290 0 0
25747 170150 1 1
42642 237568 1 0
31902 65042 1 0
30346 207226 1 1
12363 363062 0 0
32490 152296 1 1
26128 64484 0 0
14227 38108 1 1
26376 359940 0 0
44173 136089 0 0
12968 14231 1 1
32104 216038 0 0
17844 18918 1 1
43460 316730 1 1
8369 28308 1 0
15055 228387 1 1
6338 69640 1 1
15301 358264 0 0
46250 348059 0 0
45580 178743 1 1
24647 167556 0 0
46712 294101 0 0
4150 192801 0 0
42460 163983 1 1
29079 298830 0 0
19412 151790 1 1
34839 20200 1 1
34478 286678 1 1
16956 329775 0 0
29342 116814 1 0
26351 83039 1 1
271 154510 0 0
24189 20373 0 0
1399 67506 1 1
5140 187707 1 0
12649 178087 0 1
19883 292933 1 1
36238 91037 0 1
34129 211226 0 0
39915 259560 1 1
39723 189180 0 1
7346 9137 0 0
8346 337458 1 1
38676 190667 0 1
21388 371267 1 1
2838 223348 0 0
48141 191295 0 0
1984 323703 0 0
22320 276739 0 0
1083 210837 0 0
30641 64190 0 0
27739 90073 1 1
4622 165549 0 0
30351 278010 1 1
40136 173992 0 0
28428 72269 1 1
45494 154100 0 0
7187 148100 0 0
10204 139112 1 1
26750 318259 0 0
44715 287637 1 1
42944 59267 0 0
21015 363851 0 0
33753 34837 1 0
913 294710 1 0
45359 279724 0 0
33325 202834 1 1
16670 196560 0 0
7496 31446 1 1
49735 225230 1 0
2123 355238 0 0
39717 132524 1 0
12167 92074 0 0
32266 104781 0 0
28900 275943 0 0
16788 161758 1 0
16537 60317 1 1
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